{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f8eb9edc-6723-4b6a-8065-30862d8843a5",
   "metadata": {},
   "source": [
    "# ADAPT-Clifford algorithm\n",
    "\n",
    "This is a notebook with an implementation of the ADAPT-Clifford algorithm for the approximate solution of the MaxCut problem on undirected (un)weighted graphs. In particular we focus on Erdos-Renyi graphs of variable edge inclusion probability."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "75e5da1c-e479-453c-8828-776acc4939e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "### loading some modules\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import stim\n",
    "import itertools\n",
    "import networkx as nx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "91e82299-b57c-4175-82c2-556077db5bc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "###\n",
    "#   Some utility functions\n",
    "###\n",
    "\n",
    "### Add a layer of Hadamars to the Tableau\n",
    "def add_H_layer(nbit, c: stim.TableauSimulator):\n",
    "    \"\"\"\n",
    "    This function adds a layer of Hadamar gates to the TableauSimulator\n",
    "    \n",
    "    nbit: number of qubits/nodes in the graph\n",
    "    \"\"\"\n",
    "    c.h(*range(nbit))\n",
    "#\n",
    "\n",
    "### weight matrix for a complete graph\n",
    "def weight_matrix_complete(nbit):\n",
    "    mat = np.zeros((nbit, nbit))\n",
    "    \n",
    "    for ii in range(nbit):\n",
    "        for jj in range(nbit):\n",
    "            if jj > ii: mat[ii, jj] = np.random.normal(0,1)\n",
    "        #\n",
    "    #\n",
    "    return mat + mat.T\n",
    "#\n",
    "\n",
    "### compute the expectation value of the energy\n",
    "def hamil_terms(nbit, combis, term):\n",
    "    \"\"\"\n",
    "    This function constructs all the ZZ Hamiltonian terms\n",
    "    \n",
    "    nbit: number of qubits/nodes \n",
    "    combis: a list of tuples (l,m) indicating the edges where the Hamiltonian acts nontrivially  \n",
    "    term: either X, Y, or Z \n",
    "    \n",
    "    returns a list of the \n",
    "    \"\"\"\n",
    "    terms = []\n",
    "    for combi in combis:\n",
    "        pstring = stim.PauliString(nbit)\n",
    "        pstring[combi[0]] = term\n",
    "        pstring[combi[1]] = term\n",
    "        \n",
    "        terms.append(pstring)\n",
    "    #\n",
    "    return terms\n",
    "#\n",
    "\n",
    "def weights_vector(nbit, combis, W):\n",
    "    \"\"\"\n",
    "    For a weighted graph with adjacency matrix W, this function vectorizes W following the ordering of the \n",
    "    list of edges given by combis \n",
    "    \n",
    "    nbit: number of qubits/nodes \n",
    "    combis: a list of tuples (l,m) indicating the edges where the Hamiltonian acts nontrivially \n",
    "    \"\"\"\n",
    "    weights = []\n",
    "    for combi in combis:\n",
    "        weights.append(W[combi])\n",
    "    #\n",
    "    return weights\n",
    "#\n",
    "\n",
    "def hamil_expectation_vals(terms, c: stim.TableauSimulator):\n",
    "    \"\"\"\n",
    "    This function computes the expectation value of all of the \n",
    "    Hamiltonian terms in the current state\n",
    "    \n",
    "    terms: a list with all the Hamiltonian terms, each given by a PauliString\n",
    "    c: the current state ecoded as a TableauSimulator\n",
    "    \"\"\"\n",
    "    \n",
    "    vals = []\n",
    "    for term in terms:\n",
    "        val = c.peek_observable_expectation(term)\n",
    "        vals.append(val)\n",
    "    #\n",
    "    return vals\n",
    "#\n",
    "\n",
    "def current_energy(weights, hterms, c: stim.TableauSimulator):\n",
    "    \"\"\"\n",
    "    This function computes the mean energy of the current state\n",
    "    \n",
    "    weights: the vector of edge weights. They follow the same ordering as the edge list\n",
    "    hterms: the vector of Hamiltonian terms\n",
    "    \"\"\"\n",
    "    expects = hamil_expectation_vals(hterms, c)\n",
    "    return 0.5*np.dot(weights, expects)\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "735ea9a9-ae2d-48f1-87d7-d57f1369e1a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "### construct one term of the Hamiltonian\n",
    "def hamiltonian_term(combi, nbit, W):\n",
    "    \"\"\"\n",
    "    This function constructs a 2^nbit vector corresponding to the energy of one of\n",
    "    the Hamiltonian terms \n",
    "    \n",
    "    combis: A list of tuples representing the edges \n",
    "    nbit: the number of qubits/nodes in the graph\n",
    "    W: the adjacency matrix of the weighted graph\n",
    "    \"\"\"\n",
    "    mat = None\n",
    "    if nbit-1 == combi[1] and nbit-2 != combi[0]:\n",
    "        mat = np.kron([1,1], [1,-1])\n",
    "    elif nbit-2 == combi[1]:\n",
    "        mat = np.kron([1,-1], [1,1])\n",
    "    elif nbit-1 == combi[1] and nbit-2 == combi[0]:\n",
    "        mat = np.kron([1,-1], [1,-1])\n",
    "    else:\n",
    "        mat = np.kron([1,1], [1,1])\n",
    "\n",
    "    for nn in range(nbit-3, -1, -1):\n",
    "        if nn in combi:\n",
    "            mat = np.kron([1,-1], mat)\n",
    "        else:\n",
    "            mat = np.kron([1,1], mat)\n",
    "        #\n",
    "    #\n",
    "    return 0.5*W[combi]*np.array(mat)\n",
    "#\n",
    "\n",
    "\n",
    "### create the full Hamiltonian\n",
    "def hamil(combis, nbit, W):\n",
    "    \"\"\"\n",
    "    This function returns a vector containing all the energies of the problem Hamiltonian\n",
    "    \n",
    "    combis: A list of tuples representing the edges \n",
    "    nbit: the number of qubits/nodes in the graph\n",
    "    W: the adjacency matrix of the weighted graph\n",
    "    \"\"\"\n",
    "    hamil = np.zeros(2**nbit)\n",
    "    \n",
    "    for combi in combis:\n",
    "        hamil = hamil + hamiltonian_term(combi, nbit, W)\n",
    "    #\n",
    "    return hamil\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e458c61a-d2c9-4dfc-b404-d075a2e951e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "###\n",
    "#    Utilty functions to build the gate pool\n",
    "###\n",
    "\n",
    "### adding the YZ gate \n",
    "def add_YZ_gate(q1, q2, c: stim.TableauSimulator):\n",
    "    \"\"\"\n",
    "    This function applies a e^(pi/4 YZ) gate to the state \n",
    "    \n",
    "    q1: the index of the first qubit \n",
    "    q2: the index of the second qubit \n",
    "    c: the current state in the form of a TableauSimulator\n",
    "    \"\"\"\n",
    "    \n",
    "    c.s_dag(q1)\n",
    "    c.h(q2)\n",
    "    c.cnot(q1, q2)\n",
    "    c.z(q1)\n",
    "    c.h_yz(q1)\n",
    "    c.cnot(q1, q2)\n",
    "    c.s(q1)\n",
    "    c.h(q2)\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c6ad9645-1b80-407d-b3c2-e83b66db13df",
   "metadata": {},
   "outputs": [],
   "source": [
    "###\n",
    "#    Utility functions to compute the gradients\n",
    "###\n",
    "def gradient(inaqubit, W, aqubits_k, aqubits_j, c: stim.TableauSimulator):\n",
    "    \"\"\"\n",
    "    Given an inactive qubit, this function computes the gradient of it with\n",
    "    with respect to the two qubits defining the bipartition.\n",
    "    \n",
    "    inaqubit: the inactibe qubit under consideration \n",
    "    W: a matrix of the edge weights\n",
    "    aqubits_k: the active qubits which were entangled with qubit k\n",
    "    aqubits_j: the active qubits which were entangled with qubitt j\n",
    "    c: the current state encoded as a TableauSimulator\n",
    "    \"\"\"\n",
    "    \n",
    "    lindex_k = np.intersect1d(np.nonzero(W[:,inaqubit])[0], aqubits_k)\n",
    "    lindex_j = np.intersect1d(np.nonzero(W[:,inaqubit])[0], aqubits_j)\n",
    "    \n",
    "    sum_weights_k = np.sum(W[ll, inaqubit] for ll in lindex_k)\n",
    "    sum_weights_j = np.sum(W[ll, inaqubit] for ll in lindex_j)\n",
    "    \n",
    "    grad_k = -sum_weights_k + sum_weights_j\n",
    "    return grad_k\n",
    "\n",
    "#\n",
    "def pos_max_grad(inaqubits, W, aqubits_k, aqubits_j, c: stim.TableauSimulator):\n",
    "    \"\"\"\n",
    "    This function finds the inactive qubit b with the largest gradient, and the \n",
    "    corresponding initial qubit, k or j, with which this largest gradient occurs\n",
    "    \n",
    "    inaqubits: the vector of inactive qubits\n",
    "    W: a matrix of the edge weights\n",
    "    aqubits_k: the active qubits which were entangled with qubit k\n",
    "    aqubits_j: the active qubits which were entangled with qubitt j\n",
    "    c: the current state encoded as a TableauSimulator\n",
    "    \"\"\"\n",
    "    \n",
    "    all_grads_k = [gradient(inaqubit, W, aqubits_k, aqubits_j, c) for inaqubit in inaqubits]\n",
    "    all_grads_j = -1.0*np.array(all_grads_k)\n",
    "    \n",
    "    pos_max_k = np.argmax(all_grads_k)\n",
    "    pos_max_j = np.argmax(all_grads_j)\n",
    "    \n",
    "    if all_grads_k[pos_max_k] > all_grads_j[pos_max_j]:\n",
    "        return \"k\", inaqubits[pos_max_k], all_grads_k[pos_max_k]\n",
    "    elif all_grads_k[pos_max_k] < all_grads_j[pos_max_j]:\n",
    "        return \"j\", inaqubits[pos_max_j], all_grads_j[pos_max_j] \n",
    "    else:\n",
    "        char = np.random.choice([1,2])\n",
    "        if char == 1:\n",
    "            return \"k\", inaqubits[pos_max_k], all_grads_k[pos_max_k]\n",
    "        elif char == 2:\n",
    "            return \"j\", inaqubits[pos_max_j], all_grads_j[pos_max_j]\n",
    "        #\n",
    "    #\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "bd1c4920-1242-4ec0-995f-012a6fb17c6b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:12: FutureWarning: adjacency_matrix will return a scipy.sparse array instead of a matrix in Networkx 3.0.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "minimum energy is -24\n",
      "CPU times: user 2.02 s, sys: 19.9 ms, total: 2.04 s\n",
      "Wall time: 2.05 s\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%time\n",
    "### system parameters\n",
    "nbit = 22\n",
    "\n",
    "### constructing the graph to be solved\n",
    "eprob = 0.5\n",
    "G = nx.erdos_renyi_graph(nbit, eprob)\n",
    "W = nx.adjacency_matrix(G)\n",
    "\n",
    "### getting the pairs (l,m) corresponding to edges of the graph\n",
    "nzindex = W.nonzero()\n",
    "nzpairs = [(nzindex[0][ii], nzindex[1][ii]) for ii in range(len(nzindex[1]))]\n",
    "combis = [combi for combi in itertools.combinations(range(nbit), 2)]\n",
    "\n",
    "nzcombis = []\n",
    "for combi in combis: \n",
    "    if combi in nzpairs: nzcombis.append(combi)\n",
    "#\n",
    "\n",
    "### compute minimum eigenvalue of the problem Hamiltonian\n",
    "min_ener = np.min(hamil(combis, nbit, W))\n",
    "\n",
    "### draw the problem graph\n",
    "nx.draw(G, with_labels = True, edgelist = nzcombis, node_color = \"black\", \n",
    "        node_size = 600, font_color = \"white\", font_size=18, \n",
    "        linewidths = 2.0, pos=nx.kamada_kawai_layout(G))\n",
    "\n",
    "print(\"minimum energy is %g\" % min_ener)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "8dadfdee-95a8-437f-93c3-37a2a86ac4b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The approximation ratio is:\n",
      "1.0\n",
      "If approximation ratio is not 1, change the initial position and run this cell again!\n",
      "CPU times: user 95.4 ms, sys: 1.62 ms, total: 97 ms\n",
      "Wall time: 96.6 ms\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/26/yxgjq8h54klbfzczt60j4rvc0000gq/T/ipykernel_7152/1970378083.py:19: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
      "  sum_weights_k = np.sum(W[ll, inaqubit] for ll in lindex_k)\n",
      "/var/folders/26/yxgjq8h54klbfzczt60j4rvc0000gq/T/ipykernel_7152/1970378083.py:20: DeprecationWarning: Calling np.sum(generator) is deprecated, and in the future will give a different result. Use np.sum(np.fromiter(generator)) or the python sum builtin instead.\n",
      "  sum_weights_j = np.sum(W[ll, inaqubit] for ll in lindex_j)\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "### create Hmailtonian terms\n",
    "wvec = np.ones(len(nzcombis))\n",
    "Hterms = hamil_terms(nbit, nzcombis, \"Z\")\n",
    "\n",
    "### build the initial empty tableau and add the layer of Hadamards\n",
    "circuit = stim.TableauSimulator()\n",
    "add_H_layer(nbit, circuit)\n",
    "\n",
    "### flip the state of qubit at position fqubit\n",
    "fqubit = 1\n",
    "circuit.z(fqubit)\n",
    "\n",
    "### initialize the records of active and inactive qubits\n",
    "active_qubits_k = []\n",
    "active_qubits_j = []\n",
    "inactive_qubits = list(range(nbit))\n",
    "\n",
    "gate_posis = []\n",
    "aratio = np.zeros(nbit)\n",
    "for nn in range(nbit-1):\n",
    "    ##-- find the combinations corresponding to only the active qubits\n",
    "    if nn == 0:\n",
    "        #qpair = np.argmax(W[:,fqubit])\n",
    "        qpair = np.random.choice(W[:,fqubit].nonzero()[0])\n",
    "        \n",
    "        gra = W[qpair,fqubit]\n",
    "        qubits, grad = (fqubit, qpair), gra\n",
    "        \n",
    "        ##-- updating the records of active and inactive qubits\n",
    "        active_qubits_j.append(qpair)\n",
    "        active_qubits_k.append(fqubit)\n",
    "        \n",
    "        inactive_qubits.remove(qpair)\n",
    "        inactive_qubits.remove(fqubit)\n",
    "        \n",
    "    else:\n",
    "        aset, qpair, gra = pos_max_grad(inactive_qubits, W, active_qubits_k, active_qubits_j, circuit)\n",
    "        \n",
    "        if aset == \"k\":\n",
    "            qubits = (qpair, fqubit)\n",
    "            active_qubits_k.append(qpair)\n",
    "        elif aset == \"j\":\n",
    "            qubits = (qpair, active_qubits_j[0])\n",
    "            active_qubits_j.append(qpair)\n",
    "        #\n",
    "        inactive_qubits.remove(qpair)\n",
    "    #\n",
    "\n",
    "    ##-- apply the corresponding gate to the state\n",
    "    add_YZ_gate(qubits[0], qubits[1], circuit)\n",
    "    gate_posis.append(qubits)\n",
    "    \n",
    "    ener = current_energy(wvec, Hterms, circuit)\n",
    "    aratio[nn+1] = ener/min_ener\n",
    "#\n",
    "\n",
    "print(\"The approximation ratio is:\")\n",
    "print(aratio[-1])\n",
    "print(\"If approximation ratio is not 1, change the initial position and run this cell again!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75df90fe-1d6e-472c-bcaa-652fcc0583a2",
   "metadata": {},
   "source": [
    "## We can extract the approximated cut from the stabilizer state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "7377a973-6ae7-4fe2-9e0b-af5d8895f9b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The MaxCut of the graph is\n",
      "([0, 2, 3, 5, 7, 9, 11, 14, 18, 19, 21], [1, 4, 6, 8, 10, 12, 13, 15, 16, 17, 20])\n"
     ]
    }
   ],
   "source": [
    "sol_string = circuit.measure_many(*range(nbit))\n",
    "set1, set2 = [], []\n",
    "for zz in range(nbit):\n",
    "    if sol_string[zz] == True: set1.append(zz)\n",
    "    else: set2.append(zz)\n",
    "#\n",
    "print(\"The MaxCut of the graph is\")\n",
    "print((set1, set2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "e378d2b1-c8b4-4200-b503-05adc60a8a00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "options = {\"edgecolors\": \"tab:gray\", \"node_size\": 600, \"alpha\": 0.9}\n",
    "pos = nx.kamada_kawai_layout(G) #, seed=3113794652)\n",
    "graph_labels = {}\n",
    "for ii in range(nbit): graph_labels[ii] = str(ii)\n",
    "\n",
    "\n",
    "nx.draw_networkx_nodes(G, pos, nodelist=set1, node_color=\"tab:red\", **options)\n",
    "nx.draw_networkx_nodes(G, pos, nodelist=set2, node_color=\"tab:blue\", **options)\n",
    "nx.draw_networkx_edges(G, pos, edgelist=nzcombis, width=1.0, alpha=0.5)\n",
    "nx.draw_networkx_labels(G, pos, graph_labels, font_size=18, font_color=\"whitesmoke\")\n",
    "plt.tight_layout()\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f85041f-974c-4f10-9acd-77898a50f7a5",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Let me look at the approximation ratio!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "b8f93936-f376-4aa2-ae2e-70a017549b39",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(range(nbit), aratio, lw = 2.5, marker = \"o\", ms = 7, c = \"salmon\")\n",
    "plt.xlabel(\"number of steps\", fontsize = 15)\n",
    "plt.ylabel(\"Approximation ratio\", fontsize = 15)\n",
    "plt.title(\"Random $3$-regular graph with %d nodes\" % nbit, fontsize = 14)\n",
    "plt.tick_params(axis = \"both\", labelsize = 12)\n",
    "plt.axhline(y=1.0, ls = \"--\", lw = 2.0, c = \"grey\", zorder = -1)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2620fb95-b40a-4239-8324-14312a01a787",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
